Bringing scaling transparency to Proteomics applications with serverless computing

Mariano Ezequiel Mirabelli, Pedro García-López, Gil Vernik

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Scaling transparency means that applications can expand in scale without changes to the system structure or the application algorithms. Serverless Computing's inherent auto-scaling support and fast function launching is ideally suited to support scaling transparency in different domains. In particular, Proteomic applications could considerably benefit from scaling transparency and serverless technologies due to their high concurrency requirements. Therefore, the auto-provisioning nature of serverless platforms makes this computing model an alternative to satisfy dynamically the resources required by protein folding simulation processes. However, the transition to these architectures must face challenges: they should show comparable performance and cost to code running in Virtual Machines (VMs). In this article, we demonstrate that Proteomics applications implemented with the Replica Exchange algorithm can be moved to serverless settings guaranteeing scaling transparency. We also validate that we can reduce the total execution time by around forty percent with comparable cost to cluster technologies (Work Queue) over VMs.

Original languageEnglish
Title of host publicationWOSC 2020 - Proceedings of the 2020 6th International Workshop on Serverless Computing, Part of Middleware 2020
PublisherAssociation for Computing Machinery, Inc
Pages55-60
Number of pages6
ISBN (Electronic)9781450382045
DOIs
StatePublished - 7 Dec 2020
Externally publishedYes
Event6th International Workshop on Serverless Computing, WOSC 2020 - Part of Middleware 2020 - Virtual, Online, Netherlands
Duration: 7 Dec 202011 Dec 2020

Publication series

NameWOSC 2020 - Proceedings of the 2020 6th International Workshop on Serverless Computing, Part of Middleware 2020

Conference

Conference6th International Workshop on Serverless Computing, WOSC 2020 - Part of Middleware 2020
Country/TerritoryNetherlands
CityVirtual, Online
Period7/12/2011/12/20

Bibliographical note

Publisher Copyright:
© 2020 ACM.

Keywords

  • Replica Exchange
  • Scaling Transparency
  • Serverless

ASJC Scopus subject areas

  • Information Systems
  • Software

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